
R version 3.6.1 (2019-07-05) -- "Action of the Toes"
Copyright (C) 2019 The R Foundation for Statistical Computing
Platform: x86_64-apple-darwin15.6.0 (64-bit)

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[Previously saved workspace restored]

> #############################################
> #Replicate all results
> #############################################
> rm(list = ls())
> 
> #Run all scripts
> all_scripts <- list.files(".", pattern = "^[0-9](.*)R$")
> 
> #Source scripts
> for(this_script in all_scripts[2:length(all_scripts)]){
+   source(this_script)
+ }
        Covariate control_mean treatment_mean bh_p_value control_mean
1           Asian         0.04           0.04       0.95         0.06
2                       (0.00)         (0.00)                  (0.01)
3           Black         0.17           0.18       0.75         0.36
4                       (0.01)         (0.01)                  (0.01)
5        Hispanic         0.07           0.07       0.75         0.07
6                       (0.00)         (0.00)                  (0.01)
7            Male         0.37           0.36       0.75         0.37
8                       (0.01)         (0.01)                  (0.01)
9    Partisanship        75.94          76.33       0.75        78.47
10                      (0.20)         (0.20)                  (0.29)
11        Under30         0.23           0.24       0.75         0.25
12                      (0.01)         (0.01)                  (0.01)
13 VotePropensity        29.96          29.78       0.75        27.89
14                      (0.26)         (0.26)                  (0.38)
   treatment_mean bh_p_value
1            0.06       0.72
2          (0.01)           
3            0.35       0.72
4          (0.01)           
5            0.07       0.72
6          (0.01)           
7            0.37       1.00
8          (0.01)           
9           78.85       0.72
10         (0.29)           
11           0.25       0.72
12         (0.01)           
13          28.90       0.44
14         (0.38)           

Intention-to-treat Models
=================================================
                                                 
                   (1)      (2)     (3)     (4)  
-------------------------------------------------
Intercept         0.022   0.023*   0.005  -0.004 
                 (0.012)  (0.011) (0.018) (0.017)
-------------------------------------------------
Voter Covariates    N        Y       N       Y   
Observations      3,364    3,364   1,550   1,550 
Adjusted R2       0.000    0.075   0.000   0.066 
=================================================
Note:               *p<0.05; **p<0.01; ***p<0.001
                        Covariate Original Alternate
1                        Postcard     0.66    0.84**
2                    Social Media     0.02      0.02
3                           Email     0.07      0.06
4                           Phone     0.12      0.17
5                       In Person     0.16   0.03***
6                            Text     0.09      0.07
7                    Other Method     0.24    0.10**
8                    Method Count     1.36      1.29
9  Days Until First Status Update    29.84    33.53*
10 Total Number of Status Updates     4.90      6.26
11        Last Status In Progress     0.41     0.63*
12            Last Status Success     0.12   0.03***

CATE Models
=================================================
                                                 
                   (1)      (2)     (3)     (4)  
-------------------------------------------------
Order 1          0.075**  0.071**  0.021   0.024 
                 (0.026)  (0.026) (0.042) (0.041)
Order 2           -0.019  -0.021  -0.004  -0.022 
                 (0.026)  (0.024) (0.043) (0.042)
Order 3           0.025    0.030   0.050   0.026 
                 (0.026)  (0.026) (0.042) (0.040)
Order 4+          0.016    0.020  -0.016  -0.019 
                 (0.019)  (0.018) (0.026) (0.025)
-------------------------------------------------
Voter Covariates    N        Y       N       Y   
Observations      3,364    3,364   1,550   1,550 
Adjusted R2       0.002    0.076  -0.001   0.065 
=================================================
Note:               *p<0.05; **p<0.01; ***p<0.001
                        Covariate Original.Order2 Original.Order3
1                        Postcard            0.02            0.06
2                    Social Media            0.00            0.00
3                           Email           -0.02           -0.02
4                           Phone            0.00           -0.00
5                       In Person            0.03            0.00
6                            Text           -0.01           -0.00
7                    Other Method           -0.05           -0.04
8                    Method Count           -0.02           -0.00
9  Days Until First Status Update            0.67            0.74
10 Total Number of Status Updates           -0.03            0.00
11        Last Status In Progress            0.02          0.09**
12            Last Status Success            0.00           -0.05
13                       Distance         0.04***         0.09***
14                          Black            0.01            0.02
15                       Hispanic            0.01            0.00
16                          Asian            0.01            0.01
17                           Male            0.00            0.01
18                       Under 30           -0.01            0.02
19                Vote Propensity           -0.87           -0.97
20                   Partisanship           -0.34            0.08
   Original.Order4+ Alternate.Order2 Alternate.Order3 Alternate.Order4+
1              0.10             0.02             0.01              0.01
2             -0.02            -0.02            -0.02             -0.01
3             -0.02            -0.01             0.02             -0.00
4             -0.04            -0.00             0.00             -0.06
5             -0.07            -0.02            -0.02             -0.03
6              0.08            -0.02            -0.00             -0.00
7             -0.08            -0.03            -0.00             -0.13
8             -0.05            -0.07            -0.01             -0.22
9          11.08***             0.77             0.58          12.89***
10            3.70*            -0.04            -0.07              4.64
11          0.27***             0.04            -0.01              0.27
12           -0.08*            -0.00            -0.00              0.01
13          0.30***             0.37             0.38              3.87
14          0.08***             0.03             0.01           0.17***
15             0.01             0.00            -0.00             -0.01
16             0.01            -0.02            -0.01             -0.02
17            -0.00            -0.03            -0.03             -0.07
18             0.00             0.03             0.01              0.04
19            -1.38             2.07             1.71              0.11
20             0.32            -0.45             0.72             2.19*
   District Number.Assigned Mean.Voting.Propensity
14       10             211                 31.261
24       13             272                 28.741
4        18             200                 28.823
10       20             149                 31.450
22       21             144                 28.764
26       23             143                 31.913
11       24             334                 30.445
6        25              78                 31.564
3        28             136                 26.143
7        29             249                 27.460
23       31             136                 30.603
9        32             192                 29.427
5        33             273                 30.372
8        34             205                 31.398
12       40             277                 31.209
25       42              69                 28.790
20       50             134                 29.743
15       51             121                 31.711
1        68             251                 32.530
13       81             235                 25.255
19       82             188                 29.460
18       83              87                 28.718
27       84              39                 30.500
17       85              48                 28.167
21       86             139                 28.978
16       87             137                 29.354
2        94             621                 27.320
   Mean.Democratic.Partisanship.Score Mean.Percentage.White
14                             75.914                73.934
24                             76.561                56.985
4                              75.138                86.750
10                             75.584                81.544
22                             78.824                43.750
26                             75.824                65.734
11                             68.358                90.569
6                              76.862                90.385
3                              77.742                45.956
7                              76.007                86.747
23                             76.364                59.926
9                              76.057                60.417
5                              76.160                82.967
8                              78.415                77.317
12                             76.615                69.675
25                             78.254                66.667
20                             76.660                52.612
15                             77.169                67.769
1                              77.325                70.319
13                             80.323                35.319
19                             77.760                68.351
18                             79.934                54.598
27                             77.540                64.103
17                             77.004                55.208
21                             75.871                65.108
16                             75.405                59.854
2                              81.277                32.206
   Mean.Control.Turnout
14               38.389
24               37.132
4                30.000
10               48.322
22               40.278
26               38.462
11               32.934
6                57.692
3                36.029
7                35.341
23               39.706
9                42.188
5                36.264
8                45.854
12               46.570
25               44.928
20               41.045
15               45.455
1                53.785
13               32.340
19               43.085
18               47.126
27               38.462
17               47.917
21               40.288
16               44.526
2                38.003

Intention-to-treat Models
=================================================
                                                 
                   (1)      (2)     (3)     (4)  
-------------------------------------------------
Intercept         0.020    0.021   0.005  -0.004 
                 (0.012)  (0.011) (0.018) (0.017)
-------------------------------------------------
Voter Covariates    N        Y       N       Y   
Observations      3,518    3,518   1,550   1,550 
Adjusted R2       0.000    0.076   0.000   0.066 
=================================================
Note:               *p<0.05; **p<0.01; ***p<0.001

CATE Models
=================================================
                                                 
                   (1)      (2)     (3)     (4)  
-------------------------------------------------
Order 1           0.058*  0.053*   0.021   0.024 
                 (0.025)  (0.024) (0.042) (0.041)
Order 2           -0.012  -0.016  -0.004  -0.022 
                 (0.025)  (0.024) (0.043) (0.042)
Order 3           0.023    0.031   0.050   0.026 
                 (0.026)  (0.025) (0.042) (0.040)
Order 4+          0.015    0.019  -0.016  -0.019 
                 (0.019)  (0.018) (0.026) (0.025)
-------------------------------------------------
Voter Covariates    N        Y       N       Y   
Observations      3,518    3,518   1,550   1,550 
Adjusted R2       0.001    0.077  -0.001   0.065 
=================================================
Note:               *p<0.05; **p<0.01; ***p<0.001

Intention-to-treat Models
=================================================
                                   BinaryTurnout 
                   (1)      (2)     (3)     (4)  
-------------------------------------------------
Treatment         0.093    0.100   0.021  -0.048 
                 (0.051)  (0.055) (0.073) (0.078)
-------------------------------------------------
Voter Covariates    N        Y       N       Y   
=================================================
Note:               *p<0.05; **p<0.01; ***p<0.001

CATE Models
=================================================
                                   BinaryTurnout 
                   (1)      (2)     (3)     (4)  
-------------------------------------------------
Order 1          0.345**  0.312*   0.086   0.024 
                 (0.122)  (0.131) (0.169) (0.185)
Order 2           -0.081  -0.054  -0.014  -0.079 
                 (0.111)  (0.129) (0.167) (0.179)
Order 3           0.103    0.093   0.204   0.159 
                 (0.107)  (0.115) (0.171) (0.193)
Order 4+          0.067    0.087  -0.065  -0.143 
                 (0.080)  (0.087) (0.109) (0.120)
-------------------------------------------------
Voter Covariates    N        Y       N       Y   
=================================================
Note:               *p<0.05; **p<0.01; ***p<0.001
          outcome control_mean treatment_mean bh_p_value control_mean
1           Asian         0.04           0.04       0.61         0.06
2                       (0.00)         (0.00)                  (0.01)
3           Black         0.17           0.19       0.61         0.34
4                       (0.01)         (0.01)                  (0.01)
5        Hispanic         0.07           0.07       0.95         0.07
6                       (0.00)         (0.01)                  (0.01)
7            Male         0.37           0.37       0.95         0.38
8                       (0.01)         (0.01)                  (0.01)
9    Partisanship        76.02          76.39       0.61        78.47
10                      (0.17)         (0.25)                  (0.24)
11        Under30         0.23           0.24       0.61         0.24
12                      (0.01)         (0.01)                  (0.01)
13 VotePropensity        29.98          29.63       0.61        28.66
14                      (0.22)         (0.33)                  (0.33)
   treatment_mean bh_p_value
1            0.05       0.25
2          (0.01)           
3            0.38       0.11
4          (0.02)           
5            0.07       0.98
6          (0.01)           
7            0.34       0.11
8          (0.02)           
9           79.07       0.25
10         (0.37)           
11           0.27       0.11
12         (0.01)           
13          27.79       0.24
14         (0.48)           

CATE Models
================================================
                                                
                    (1)        (2)        (3)   
------------------------------------------------
Order 1           0.071**    0.080**    0.088** 
                  (0.026)    (0.029)    (0.032) 
Order 2            -0.021     -0.026     0.020  
                  (0.024)    (0.029)    (0.032) 
Order 3            0.030      0.044      0.036  
                  (0.026)    (0.031)    (0.035) 
Order 4+           0.020      0.019     -0.003  
                  (0.018)    (0.021)    (0.025) 
------------------------------------------------
Voter Covariates     Y          Y          Y    
Observations       3,364      2,401      1,820  
Adjusted R2        0.076      0.077      0.079  
================================================
Note:              *p<0.05; **p<0.01; ***p<0.001
> 
> print("Done.")
[1] "Done."
> 
> proc.time()
   user  system elapsed 
  5.298   0.206   4.468 
